{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"whitegrid\", color_codes=True)\n",
    "\n",
    "np.random.seed(sum(map(ord, \"categorical\")))\n",
    "titanic = sns.load_dataset(\"titanic\")\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "iris = sns.load_dataset(\"iris\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8jE9uxk0ZiMM/Oi8mxk1N8fnX3E7fzXElL7zwAvR6PX7/+9936PFDhgzB4MGD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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b7fc18e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "重叠是很常见的现象，但是重叠影响我观察数据的量了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x26b010c6860>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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j4eUu6PrBZFD4JP0b/Jp/3Pz1iZI0zImZiv9JfoDBqghxHYW5tTbHC3JqbI67OsbDRGpq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\nJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b0108e278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips, jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x26b0112b908>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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s/6uvr2fSpEl4e3tz/Phxjh49CsCECRPIy3O+VVEIIYaK0v9+4BAkAKwmE/kv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\nDpQ77zI5IijGDdWI02wWC8X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DfDh5ouPVufxly78xWk59W/mmeD9f5Gzlofn3Eqg/dTtg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NTf7YGKmHU1lUrV4S/jNp1MDBs2DL6+vvjDH/6AefPm4eDBg8jKysIHH3zwQOdxcHCwiYW+/hsz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\nwmSCiIiILPL/Abpx+tajwjXYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b010e3390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x26b01154b70>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FkkwIIUQzuTqpuT2hu1mbStlwt7dKdW13iXdEvh4NL+e93LFrhQxzCCFEKxjR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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b010d6668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"day\", y=\"total_bill\", hue=\"sex\",data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EdV0zxrpbYLyXldZluGKRAG+tm4LopGIkZ1fCzFgPs4MdWdNTAPDIHWMxfZw9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\n6dV3NbEp9xtuT77G4vjN6lae2vWSWdbTtoK9/G7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FERkZyY033khBQe+NztXVFblcjpOT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cLKlSs12hk37crKyoSgoCC1z8wNGzYI8+fP19vPJ5+gPJKVlYW6ujqEh4er2qKionDh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\niIzO/wFWgG6FRRS6zwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b011630f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"total_bill\", y=\"day\", hue=\"time\", data=tips);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 盒图  ###\n",
    "* IQR即统计学概念四分位距，第一/四分位与第三/四分位之间的距离\n",
    "* N = 1.5IQR 如果一个值>Q3+N或　<　Ｑ1-N,则为离群点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QEzUCAAAv5nSYyM7O1re+9S0lJCRIkpKTk7VmzRo99NBDys7OdnuBAADAuznU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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b0123c208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"day\", y=\"total_bill\", hue=\"time\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uZM+ePcTj8TE/PxwO09LSQktLC7/97W8BcDgcnHPOOXz4wx/m4osvpqioaKqK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\n5DUUH1sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b011522e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"total_bill\", y=\"day\", hue=\"time\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IDRs2iDhS6RCuhhVqlycoCjbkwzEBjcifkLit7Hhmw5azQXU2pM2xMiirDhJu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\niKIo2SCEEEKIoijZIIQQQoii/j+KFQ2r4YFTVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b010e3128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\", data=tips, split=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x26b01147b38>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jR258o9NIwsYyFAgEZoZRDJak+2PHZMGg7JA4jJJ6eeuU54qM5PP5ojVVoRAG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raXCw5F0RgfWVhTdQLg9joI1iCcWq1m7A7rmiTSVDJHfCnL6bfGaemoQy6pzM4slcclwZCHzdtb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\nB/DTO2EkUo+dAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b015d9898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips, inner=None)\n",
    "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips, color=\"w\", alpha=.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "显示值的集中趋势可以用条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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73+VwONSnTx+j6gIAADWU0+Hiu+++09q1a7Vu3Tp9//336tChg5KTk/XAAw/I\nYrFUR40AAKAGcTpc9O7dW02aNFFiYqKSkpLUuHHj6qgLAADUUE6Hi6VLl6pDhw7VUQsAAIawl9r1\nzTffuHTM48ePV2g7ePDgNR+ZUZ1atWolPz8/l455tUqFizVr1qhPnz7y8/PTiRMntGbNmuv2vdZD\nzQAAcKXCf+fr/xYu1umgIJeNea60tELb7vkLlePt7bIaTuTna9Dc2YqNjXXZmNdSqXDx3HPPqWvX\nroqIiNBzzz133X4mk4lwAQDwCI2CgtQsJNRl4/1gs0mF5WcpGgcGqaGbZxHcoVLhIjs7+5o/AwAA\nXM3p+1w888wz+vLLL6ujFgAAUAtw+28AAGAobv8NAAAMxe2/AQCAobj9NwAAMBS3/wYAAIaq0u2/\nmzZtqgEDBnD7bwAAUIHT4WLOnDnq2rWrwsLCqqMeAABQwzm9oHPatGnKy8urjloAAEAt4HS4iIqK\ncvnDYAAAQM3h9GWR6OhoJScna/HixYqKipLZbC73elpammHFoXKuPHEvyIUP6AEA4Hqq9G2R+Ph4\nSdLp06cNLwjOWb58uRYtWiRJeuKJJzR48GA3VwQAqOucDheZmZnVUQeqoKCgQBkZGbLb7ZKkjIwM\n9e3bV4GBgW6uDABQlzkdLk6cOHHD1xs1alTlYuCc3NxclZSUlG2XlJQoNzdXt99+uxurAgDUdU6H\ni4SEBJlMpuu+fuDAgZ9UEAAAqNmcDhdLly4tt11aWqrvvvtOf/7zn/Xcc88ZVhgAAKiZnA4XHTp0\nqNDWqVMnNW3aVG+88YYSEhIMKQwAANRMVXoq6rVERUUpOzvbqLcDAAA1lCELOvPz87VgwQI1adLE\nkKIAAEDNZciCTofDoYCAAM2ZM8ewwgAAQM30kxd0SpKXl5eio6O5QyQAAHB+zUV0dLTWrl2r0NBQ\nxcfH66233tKjjz6qQYMG6fvvv6+OGgEAQA3idLhIS0vTl19+KR8fH3388cfasWOHZs+eraioKM2e\nPbtKRdhsNk2cOFHt27dX165dtWTJkpvuc+zYMcXFxenrr7+u0pgAAKB6OH1ZZOvWrZo3b55atGih\nRYsW6Z577lH//v3VsmVLDR06tEpFzJo1S1lZWcrMzNSxY8f07LPPqnHjxurVq9d195kyZYqKioqq\nNB4AAKg+Ts9cFBYW6tZbb5Ukff755+rcubMkyWKxqLS01OkCrFarVq5cqcmTJys6Olo9e/bUyJEj\ntWzZsuvnlY9FAAAWZUlEQVTu8+GHH6qwsNDpsQAAQPVzOly0aNFCW7Zs0datW3X69Gnde++9ki4/\nnbNFixZOF5Cdna3S0lLFxsaWtcXHx2vPnj3X7H/27Fm9/PLLmjZtmhwOh9PjAQBQHUJ9fOT9o23v\n/7TVRU4f9dixYzVmzBiVlJSoX79+ioqKUlpamt5++23NmzfP6QJOnz6tsLAw+fzoP0BERISKi4t1\n9uxZhYeHl+s/c+ZMJSUlVSnIAABQXcxeXuoSEqZPL5yTJHUJCZPZy7B7VdYoToeLbt26aevWrTp1\n6pSio6MlSX379tXgwYOr9AffarXKz8+vXNuVbZvNVq5927Zt2rVrl6ZNm+b0OFePWRtca81JUVER\nl4yAa2CNFlzhruAQtQ68fFsGi5uCRXX9HXDmb2eV5mvCw8PLzSjceeedVXkbSZLZbK4QIq5s+/v7\nl7UVFxcrNTVVU6ZMqRBGnJWTk/OT9vcU17pb6nfffafi4mI3VAN4ttpy3sPzuStUXJGTkyNfX1+3\n1uD2i0GRkZE6d+6c7Ha7vP7zHyQvL08Wi0UhISFl/fbs2aNjx45pzJgx5dZaPPHEE0pMTNSUKVMq\nPWZUVFS54FJTmc3mCm3NmjVT8+bN3VAN4NlKSkok5bi7DKDaRUVFKSYmxvD3tVqtlQ7pbg8XMTEx\n8vHx0e7du9WuXTtJ0o4dO9S6dety/dq2bauNGzeWa7v//vv10ksvqVOnTk6N6e/vr4CAgJ9WuAew\nWCzXbKsNxwYY7VrnC1AbecLfAbeHC4vFogEDBig1NVUzZszQqVOntGTJEs2cOVPS5VmM4OBgmc1m\nNW3atML+DRs2VL169VxdNgAAuA6PWMaakpKi1q1ba9iwYZo2bZrGjRunnj17SpK6dOmijz766Jr7\nXf0ANQAA4H5un7mQLs9epKWlKS0trcJr2dnZ193vwIED1VkWAACoAo+YuQAAALUH4QIAABiKcAEA\nAAzlEWsuagObzaasrCyXjnn8+PEKbQcPHlR+fr5L62jVqtVPvrEZAKD2IFwYJCsrS+On/UUBYZEu\nG9NefLFC27x3tsnLHOyyGgrPndIrzw8r9+A5AEDdRrgwUEBYpEIiKt6Lo7qUFP5bxbnl2wLDIuUb\nEOGyGgAAuBprLgAAgKEIFwAAwFCECwAAYCjCBQAAMBThAgAAGIpwAQAADEW4AAAAhiJcAAAAQxEu\nAACAoQgXAADAUIQLAABgKMIFAAAwFOECAAAYinABAAAMRbgAAACGIlwAAABDES4AAIChCBcAAMBQ\nhAsAAGAowgUAADAU4QIAABiKcFGDeZuDJdOP/hOavC63AQDgRoSLGszL209BjeMlmSSZFNQ4Xl7e\nfu4uCwBQx/m4uwD8NIGRbeQf8XNJkpeP2c3VAABAuKgVCBUAAE/CZREAAGAowgUAADAU4QIAABiK\ncAEAAAxFuAAAAIYiXAAAAEMRLgAAgKEIFwAAwFCECwAAYCjCBQAAMBThAgAAGIpwAQAADEW4AAAA\nhiJcoMbKz89Xfn6+u8sAAFyFcIEaafny5UpKSlJSUpKWL1/u7nIAAD9CuECNU1BQoIyMDNntdtnt\ndmVkZKigoMDdZQEA/oNwgRonNzdXJSUlZdslJSXKzc11Y0UAgB8jXAAAAEMRLgAAgKE8IlzYbDZN\nnDhR7du3V9euXbVkyZLr9t2yZYsSExMVFxenAQMGaPPmzS6sFAAA3IxHhItZs2YpKytLmZmZSk1N\nVXp6ujZu3FihX3Z2tsaMGaNBgwbpww8/1ODBgzV27FgdPHjQDVUDAIBrcXu4sFqtWrlypSZPnqzo\n6Gj17NlTI0eO1LJlyyr0Xb9+vTp16qShQ4eqadOmGjp0qDp27KiPPvrIDZUDAIBr8XF3AdnZ2Sot\nLVVsbGxZW3x8vBYsWFChb1JSUrlvCVzBjZQAAPAcbp+5OH36tMLCwuTj89+cExERoeLiYp09e7Zc\n3+bNm6tly5Zl299++62+/PJLderUyWX1AgCAG3P7zIXVapWfn1+5tivbNpvtuvudOXNGY8aMUXx8\nvHr06OH0mEYrKioy/D1riqKiIhUWFrp0PHfXgJqnLp+jqFuq6/PQmb+dbg8XZrO5Qoi4su3v73/N\nffLy8vT444/LZDLptddec3rMnJwcp/dxx3vWFDk5OfL19XXZeCdOnKjQ9t1336m4uNhlNaDmqcvn\nKOoWV38mX4vbw0VkZKTOnTsnu90uL6/LV2ny8vJksVgUEhJSof+pU6f02GOPydvbW5mZmQoPD3d6\nzKioqOsGl6q6vBYkx9D3rCmioqIUExPjsvHMZnOFtmbNmql58+YuqwE1T10+R1G3VNdnstVqrXRI\nd3u4iImJkY+Pj3bv3q127dpJknbs2KHWrVtX6Gu1WjVy5Ej5+vpq6dKlqlevXpXG9Pf3V0BAwE+q\n+2oWi8XQ96tJLBaL4b/Pm43n7hpQ89TlcxR1iyd8Hrp9QafFYtGAAQOUmpqqvXv3atOmTVqyZImG\nDRsm6fIsxpXp7vnz5+vYsWNKS0uT3W5XXl6e8vLy+LYIAAAexO0zF5KUkpKiqVOnatiwYQoODta4\ncePUs2dPSVKXLl00c+ZMJSYmauPGjSoqKtLgwYPL7Z+YmKi0tDR3lA4AAK7iEeHCYrEoLS3tmgEh\nOzu77GdulgUAgOdz+2URAM7Jz8/nUiAAj0a4AGqQ5cuXKykpSUlJSVq+fLm7ywGAayJcADVEQUGB\nMjIyZLfbZbfblZGRoYKCAneXBQAVEC6AGiI3N7fcs3VKSkqUm5vrxooA4NoIFwAAwFCECwAAYCjC\nBQAAMJRH3OcCNZfdXqpvvvnGpWMeP368QtvBgwdd/vXMVq1aVXiiLwCAcIGfyHoxT4v/9ysFHqz4\nkLnqUnqxpELbgq2Z8g523VMAC364oNkjpio2NtZlYwJATUG4wE8W2DBEoU2q9hC5qrCdsapAp8u1\nBUWGyK+esU+6BQBUDWsuAACAoQgXAADAUIQLAABgKNZcAFVgL7XzLRkAuA7CBVAFhf/O1/8tXKzT\nQUEuG/NcaWmFtt3zFyrH29tlNZzIz9egubP5lgyAGyJcAFXUKChIzUJCXTbeDzabVFh+lqJxYJAa\nMosAwMOw5gIAABiKcAEAAAxFuAAAAIYiXAAAAEMRLgAAgKEIFwAAwFCECwAAYCjCBQAAMBThAgAA\nGIpwAdQQoT4++vGNvr3/0wYAnoZwAdQQZi8vdQkJk0mSSVKXkDCZvTiFAXge/tkD1CB3BYeodeDl\nh6VZCBYAPBThAjWOT5Cf5GWS7I7LDV6my211BKECgKfjUwo1jpeft0JjI3Xl+kBobKS8/Fz32HEA\nwI0xc4EaKaRVfQXdHi5JBAsA8DCEC9RYhAoA8ExcFgEAAIYiXAAAAEMRLgAAgKEIFwAAwFCECwAA\nYCjCBQAAMBThAgAAGIpwAQAADEW4AAAAhiJcAAAAQxEuAACAoQgXAADAUIQLAABgKMIFAAAwFOEC\nAAAYinABAAAMRbgAAACGIlwAAABDeUS4sNlsmjhxotq3b6+uXbtqyZIl1+2blZWlwYMHKzY2VoMG\nDdL+/ftdWCkAALgZjwgXs2bNUlZWljIzM5Wamqr09HRt3LixQj+r1apRo0apffv2WrVqlWJjY/Xk\nk0+qqKjIDVUDAIBrcXu4sFqtWrlypSZPnqzo6Gj17NlTI0eO1LJlyyr0Xb9+vfz9/TVhwgQ1b95c\nkyZNUmBgoDZs2OCGygEAwLW4PVxkZ2ertLRUsbGxZW3x8fHas2dPhb579uxRfHx8ubZ27dpp165d\n1V4nAACoHLeHi9OnTyssLEw+Pj5lbRERESouLtbZs2fL9f3hhx/UsGHDcm0RERE6deqUS2oFAAA3\n53PzLtXLarXKz8+vXNuVbZvNVq69qKjomn2v7nc9drtdknTu3DlZrdaqlnxNRUVFCjeXyGI6Z+j7\nerr6wd4KvBQg/wve7i7Fper7hKowxEunAvzdXYpLFcqhoqIi/fvf/3Z3KU7jHOUcrQuq8xwtLi6W\n9N+/pTfi9nBhNpsrhIMr2/7+/pXqa7FYKjXWlV9Mbm5uVcu9Ll9fX/1uRB/D39fz3e3uAtyji7sL\ncK+cnBx3l+A0ztE6hnO02t67uLhYQUFBN+zj9nARGRmpc+fOyW63y8vr8lWavLw8WSwWhYSEVOh7\n+vTpcm15eXlq0KBBpcYKDQ1VVFSUzGZz2VgAAODm7Ha7iouLFRoaetO+bg8XMTEx8vHx0e7du9Wu\nXTtJ0o4dO9S6desKfdu2batFixaVa9u5c6eefvrpSo3l4+OjiIiIn140AAB10M1mLK5w+z/fLRaL\nBgwYoNTUVO3du1ebNm3SkiVLNGzYMEmXZyauXM544IEHdPHiRc2YMUOHDx/W9OnTZbVa1bt3b3ce\nAgAA+BGTw+FwuLuIoqIiTZ06VX//+98VHByskSNH6tFHH5UkRUdHa+bMmUpMTJQk7d27V6mpqTpy\n5IhatmypqVOnKjo62p3lAwCAH/GIcAEAAGoPt18WAQAAtQvhAgAAGIpwAQAADEW4AAAAhiJcAAAA\nQxEuUOskJCRozZo17i4DqJE++eQTdevWTXFxcfr8889dMubx48cVHR2tEydOuGQ8VD+336ETAOA5\n3njjDd1777367W9/q3r16rlsXJPJ5LKxUP0IFwCAMhcvXlS7du10yy23uLsU1GBcFoFHuDItunXr\nViUkJCguLk4vvfSSvv32Ww0cOFBxcXF66qmnVFhYqJKSEqWlpenee+9V69atlZCQoOXLl1/3vefN\nm6euXbuqffv2evrpp6vlqbhAbZCQkKATJ04oJSVFPXr00MmTJ/XUU08pNjZWPXr0UHp6uq7cd3H1\n6tV69NFHNX/+fHXo0EFdunTRBx98oL///e9KSEhQ+/btNXfu3LL3PnXqlMaOHasOHTqoTZs2euih\nh7Rz585r1nHx4kVNmDBB8fHxuvfeezV9+vSyx0CgZiBcwKMsWrRI8+fP10svvaTMzEyNHj1aycnJ\nysjI0K5du7RixQotWLBAn376qdLT07VhwwY99NBDevHFF3XmzJkK75eZman169frj3/8o5YvX676\n9etrxIgRKi0tdcPRAZ7t/fffV2RkpCZPnqyVK1dq9OjRatiwoT744APNnDlT69ev1/z588v67969\nW8eOHdP777+vvn37asqUKcrMzNT8+fP13HPPafHixcrOzpYkTZgwQQ6HQ8uXL9eaNWt0yy23aOrU\nqdesY+LEiSosLNR7772nefPmad++fZo2bZpLfgcwiAPwAMeOHXO0bNnSsW3btrK2zp07O954442y\n7d/97neOF154wbFp0ybHP//5z7L24uJiR8uWLR07duxwOBwOR/fu3R2rV692OBwOR7du3Rz/+Mc/\nyvpeunTJ0alTp3JtAP7ryvmzbds2R+fOncu9tnnzZkeHDh0cDofDsWrVKscvfvELR1FRkcPhcDgO\nHTrkaNmypWP79u1l/Tt37uxYv369w+FwOJYuXeo4efJk2Wuffvqpo1WrVg6H4/L5Hx0d7Th+/Ljj\n6NGjjpiYGMfFixfL+mZnZ1dog2djzQU8hslkUpMmTcq2zWazGjVqVLZtsVhks9nUo0cPff7555o1\na5aOHDmi/fv3y2QyyW63l3u/wsJCnTx5Ur///e/LtdtsNuXk5FTrsQA13ZEjR3T27FnFxcWVtTkc\nDtlsNp0/f16SVL9+fZnNZkmXz0+TyVTunDWbzbLZbJKkRx55ROvXr9euXbvKzturz1lJOnz4sOx2\nu7p27VrhtaNHj6pVq1aGHieqB+ECHsXb27vctpdXxSt3r776qlasWKGBAwcqMTFRU6ZMUffu3Sv0\nu3Lp47XXXlOzZs3KvRYaGmpg1UDtc+nSJbVo0UJvvvlmhdeCg4MlVTxfpWufsw6HQ48//rjy8/PV\np08fJSQkqKSkRGPGjLnmuCEhIXr//fcrvBYZGVmVQ4EbsOYCNc67776rF154QePHj1fv3r1VUFAg\nSWULza4IDg5WRESETp8+raZNm6pp06a65ZZbNHv2bH333XfuKB2oMZo1a6YTJ04oPDy87Pw5evSo\nXnvtNae/Nnro0CHt2LFDf/7znzVq1Ch169ZNp06duu64Fy9elKSycQsLCzVr1qyyWRB4PsIFPMbV\n4eB6wsPDtXnzZn3//ffasWOHnnnmGZlMpmt+8Pz617/WH//4R/3jH/9QTk6OJk2apF27dql58+ZG\nlw/UKl26dFGjRo2UnJysb775Rjt27NALL7yggICA64aL653DISEh8vb21rp163TixAlt2LBB6enp\nklR23l7Zt0WLFurSpYuSk5O1d+9e7d+/XykpKbJarQoKCqqGI0V1IFzAY1z9gXW9D7AZM2bowIED\n6t+/vyZNmqQ+ffrozjvvVFZWVoX9RowYoUGDBumFF15QUlKScnNz9ac//alsWhdAeVfOHy8vL731\n1luSpIcffljjxo1T9+7dNXny5Jvue/V2ZGSkpkyZosWLF6tfv35atGiRnn/+eXl7e+vAgQMV9p0z\nZ46aNGmixx9/XMOHD1eLFi30yiuvGHqcqF4mR2X/uQgAAFAJzFwAAABDES4AAIChCBcAAMBQhAsA\nAGAowgUAADAU4QIAABiKcAEAAAxFuAAAAIYiXAAAAEMRLgAAgKEIFwAAwFCECwAAYCjCBYBqt3Xr\nVg0cOFCxsbHq3LmzUlJSdOHCBUnS4cOHNWrUKMXFxZU9ajsvL0+SdOzYMcXHx2v69Oll7/Xee++p\ndevW2rNnj1uOBcDNES4AVKuzZ89qzJgxGjRokDZs2KB58+Zpx44dmjNnjn744QcNHTpUzZo10+rV\nq7Vw4ULl5+fr4YcfVlFRkZo0aaKJEyfqnXfe0a5du5STk6OZM2dq3LhxuvPOO919aACug0euA6hW\n2dnZSkpK0vz589WtWzdJl2crLl26pA0bNmjLli1avXp1WX+r1apOnTppypQpSkxMlCSNGTNGOTk5\nCggIUGBgoDIyMtxyLAAqx8fdBQCo3aKjo9W3b189+eSTatCgge655x7dd999uv/++5WVlaVvv/1W\ncXFx5fax2Ww6fPhw2fbUqVPVp08fFRcXa+PGja4+BABOYuYCgEvk5OTo008/1bZt27Rt2za1a9dO\nvr6+stvtmjJlSoX+wcHBCgsLkyTt3r1bQ4cOlclk0ssvv6wHHnjAxdUDcAbhAkC12rNnj9avX6+U\nlJSytrVr12rChAl66KGH9MUXX2jjxo3y9fWVJJ0/f17PPvushg8frg4dOshqtSoxMVHt2rVTo0aN\ntGzZMq1fv17169d31yEBuAkWdAKoVoGBgXr77bc1d+5cHT16VN98843+9re/qVmzZnr66ad14cIF\n/eEPf1B2drays7P1u9/9Tvv27dMdd9whSUpLS1NhYaEmTZqkp556Sg0aNCgXVAB4HsIFgGrVokUL\nzZs3T9u3b1diYqKGDh0qHx8fLVy4UE2bNtXbb7+twsJCDRkyRI899pjMZrOWLl2q8PBwbd26VStW\nrNDUqVMVFBQkX19fzZgxQ9u2bdNf//pXdx8agOvgsggAADAUMxcAAMBQhAsAAGAowgUAADAU4QIA\nABiKcAEAAAxFuAAAAIYiXAAAAEMRLgAAgKEIFwAAwFCECwAAYCjCBQAAMNT/B6+aSPz5KpxZAAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b011c1550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"sex\", y=\"survived\", hue=\"class\", data=titanic);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###   点图可以更好的描述变化差异 ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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bJa/T0LqZD68PCsHDxa7S19BqtWyI28Z3ZzfqxKwtrXm99Uu0rxde6dcX4n5S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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b0159f128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x=\"sex\", y=\"survived\", hue=\"class\", data=titanic);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hpHPqWUQrV65caeki4uLikJ2djbVr1+LEiRP43//9X8ycORMAEB0djZCQEISF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\n4UJEREQMpXAhIiIihlK4EBEREUP9D1deJlDgtXQWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b010b76a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x=\"class\", y=\"survived\", hue=\"sex\", data=titanic,\n",
    "              palette={\"male\": \"g\", \"female\": \"m\"},\n",
    "              markers=[\"^\", \"o\"], linestyles=[\"-\", \"--\"]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 宽形数据 ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NkqSCggK99NJL6tq1q4KDg7V69epy1YraIz8/X6tXr9a2bduUn59vdDmwk/z8fC1fvlwr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b0167fd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=iris,orient=\"h\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  多层面板分类图  ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26b016a8860>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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p3CZlsVi6KJEQ0oE1NEqx/59URJ1MhqRRqvSY/j3sMHtiL8TdLcLvJ5JRUqH4TNfb2Rxv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b016a8d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26b01692978>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Jkps7z3ME4HwcDsn7779f69ev108//aSjR4/KZrPp5ptvlr+/vzp37qzdu3dX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b012f3828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=tips, kind=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26b0290e6d8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5+/bGfhxJOI1qlQIAUFBZiE8vf80pmdQgHPFqxrLL8rDz5gFcz74DS3M5QjoM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LsWqemmPz/OMwLVrbV9lo7v0muN2qQiCe6IuAFA99stle3QHq4Wi/pexzVUk1EiImtT09COhha1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\niIiIiIiIzOz/A443iTSOCNCdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b028eb6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n",
    "               col=\"time\", data=tips, kind=\"swarm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26b0280b3c8>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gwQK98847qqys1Pnnn6+ZM2dqyZIlOvvss7VlyxZ999136tWrlx566CHNnTtX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\nIeOyv+piAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b02951160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x=\"time\", y=\"total_bill\", hue=\"smoker\",\n",
    "               col=\"day\", data=tips, kind=\"box\", size=4, aspect=.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "seaborn.factorplot(x=None, y=None, hue=None, data=None, row=None, col=None, col_wrap=None, estimator=<function mean>, ci=95, n_boot=1000, units=None, order=None, hue_order=None, row_order=None, col_order=None, kind='point', size=4, aspect=1, orient=None, color=None, palette=None, legend=True, legend_out=True, sharex=True, sharey=True, margin_titles=False, facet_kws=None, **kwargs)\n",
    "\n",
    "### Parameters： ###\n",
    "\n",
    "* x,y,hue 数据集变量 变量名\n",
    "* date 数据集 数据集名\n",
    "* row,col 更多分类变量进行平铺显示 变量名\n",
    "* col_wrap 每行的最高平铺数 整数\n",
    "* estimator 在每个分类中进行矢量到标量的映射 矢量\n",
    "* ci 置信区间 浮点数或None\n",
    "* n_boot 计算置信区间时使用的引导迭代次数 整数\n",
    "* units 采样单元的标识符，用于执行多级引导和重复测量设计 数据变量或向量数据\n",
    "* order, hue_order 对应排序列表 字符串列表\n",
    "* row_order, col_order 对应排序列表 字符串列表\n",
    "* kind : 可选：point 默认, bar 柱形图, count 频次, box 箱体, violin 提琴, strip 散点，swarm 分散点\n",
    "size 每个面的高度（英寸） 标量\n",
    "aspect 纵横比 标量\n",
    "orient 方向 \"v\"/\"h\"\n",
    "color 颜色 matplotlib颜色\n",
    "palette 调色板 seaborn颜色色板或字典\n",
    "legend hue的信息面板 True/False\n",
    "legend_out 是否扩展图形，并将信息框绘制在中心右边 True/False\n",
    "share{x,y} 共享轴线 True/False"
   ]
  },
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   "execution_count": null,
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   },
   "outputs": [],
   "source": []
  }
 ],
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